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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>hyperquest – project background</title>
<link href="https://fonts.googleapis.com/css2?family=Sofia+Sans:wght@300;400;500;600;700&family=JetBrains+Mono:ital,wght@0,400;0,600;1,400&display=swap" rel="stylesheet">
<link rel="icon" type="image/png" href="assets/img/favicon.png">
<link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.5/dist/css/bootstrap.min.css" rel="stylesheet" integrity="sha384-SgOJa3DmI69IUzQ2PVdRZhwQ+dy64/BUtbMJw1MZ8t5HZApcHrRKUc4W0kG879m7" crossorigin="anonymous">
<link rel="stylesheet" href="assets/css/variables.css">
<link rel="stylesheet" href="assets/css/style.css">
</head>
<body>
<!-- nav -->
<nav class="navbar navbar-expand-lg sticky-top">
<div class="container-fluid px-3 px-xxl-5">
<a class="navbar-brand" href="index.html">
<img src="assets/img/logos/logo_hyperquest_small_nav.svg" alt="Logo" width="auto" height="auto" class="d-inline-block align-text-top">
</a>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbarNav" aria-controls="navbarNav" aria-expanded="false" aria-label="Toggle navigation">
<span class="navbar-toggler-icon"></span>
</button>
<div class="collapse navbar-collapse" id="navbarNav">
<ul class="navbar-nav">
<li class="nav-item"><a class="nav-link" href="index.html">hyperquest</a></li>
<li class="nav-item"><a class="nav-link active" href="background.html">project background</a></li>
<li class="nav-item"><a class="nav-link" href="texttostructure.html">text to structure</a></li>
</ul>
</div>
</div>
</nav>
<header id="header">
<div class="container mt-5">
<div class="row mb-5">
<div class="col-12 col-lg-6 col-xxl-5 offset-lg-1 text-end text-md-end">
<h1 class="border-bottom scroll-animate">project background</h1>
</div>
</div>
</div>
</header>
<main class="background-logo-middle bg-body-img-small">
<!-- TEAM -->
<section id="team" class="mt-5 mb-5">
<div class="container">
<div class="row mb-5">
<div class="col-12 col-lg-3 offset-lg-0 text-end text-md-end">
<h3 class="border-bottom scroll-animate">team</h3>
</div>
</div>
<div class="row justify-content-center">
<!-- Team member 1 -->
<div class="col-12 col-md-12 col-lg-4 mb-4">
<div class="d-flex align-items-start">
<img class="me-2" src="assets/img/team/camille-roth.svg" alt="Camille Roth">
<div>
<h5>Camille Roth</h5>
<ul class="text-big">
<li>Research director</li>
<li>Formalization</li>
</ul>
</div>
</div>
</div>
<!-- Team member 2 -->
<div class="col-12 col-md-12 col-lg-4 mb-4">
<div class="d-flex align-items-start">
<img class="me-2" src="assets/img/team/telmo-menezes.svg" alt="Telmo Menezes">
<div>
<h5>Telmo Menezes</h5>
<ul class="text-big">
<li>Research</li>
<li>Technical architecture</li>
<li>Neuro-symbolic modeling</li>
</ul>
</div>
</div>
</div>
<!-- Team member 3 -->
<div class="col-12 col-md-12 col-lg-4 mb-4">
<div class="d-flex align-items-start">
<img class="me-2" src="assets/img/team/florian-schmitt.svg" alt="Florian Schmitt">
<div>
<h5>Florian Schmitt</h5>
<ul class="text-big">
<li>UX / UI Design</li>
<li>Ergonomic interface design</li>
<li>Front-end integration</li>
</ul>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- PROJECT ORIGIN -->
<section id="project-origin" class="mt-5" style="margin-top: 120px !important;">
<div class="container">
<div class="row mb-5">
<div class="col-10 col-lg-4 offset-lg-0 text-end text-md-end">
<h3 class="border-bottom scroll-animate">project origin</h3>
</div>
</div>
</div>
</section>
<!-- CONTEXT -->
<section id="context" class="mt-5 mb-5">
<div class="container">
<div class="row mb-5">
<div class="col-10 col-lg-5 offset-lg-0 text-end text-md-end">
<h3 class="border-bottom scroll-animate">context and challenges</h3>
</div>
</div>
<div class="row justify-content-center">
<div class="col-12 col-md-6 col-lg-4 mb-4 text-center">
<div>
<div class="min-height">
<img class="me-2" src="assets/img/visuals_illustrations/undraw/undraw_collaborative-writing_ir40.svg" width="250" alt="illustration Information management">
</div>
<div class="mt-4">
<h5>Information management</h5>
<p>spreadsheets, relational databases</p>
</div>
</div>
</div>
<div class="col-12 col-md-6 col-lg-4 mb-4 text-center">
<div>
<div class="min-height">
<img class="me-2" src="assets/img/visuals_illustrations/undraw/undraw_text-files_tqjw.svg" width="250" alt="illustration Information extraction">
</div>
<div class="mt-4">
<h5>Information extraction</h5>
<p>turning text into structured data</p>
</div>
</div>
</div>
<div class="col-12 col-md-6 col-lg-4 mb-4 text-center">
<div>
<div class="min-height">
<img class="me-2" src="assets/img/visuals_illustrations/undraw/undraw_ai-agent_pdkp.svg" width="250" alt="illustration Desire for automation">
</div>
<div class="mt-4">
<h5>Desire for automation</h5>
<p>AI boom raised organizational awareness</p>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- OUTSTANDING NEEDS -->
<section id="besoin">
<div class="container">
<div class="row justify-content-center">
<div class="col-12 col-md-12 col-lg-5">
<img src="assets/img/visuals_illustrations/pic-hand-chip.svg" class="img-fluid" alt="images chip and robo-hand">
</div>
<div class="col-12 col-md-12 col-lg-5">
<div class="col-12 col-lg-12 offset-lg-0 text-end text-md-end">
<h2 class="border-bottom scroll-animate">outstanding needs</h2>
</div>
<ul class="mt-5">
<li class="text-big">Lack of internal AI expertise</li>
<span class="text-medium">Difficulty in evaluating or negotiating services</span>
</ul>
<ul>
<li class="text-big">Solutions not tailored to specific needs</li>
<span>Uncertain cost-benefit analysis</span>
</ul>
<ul>
<li class="text-big">Lack of trust in LLMs</li>
<span>Hallucinations, opacity</span>
</ul>
</div>
</div>
</div>
</section>
<!-- INTERFACE BETWEEN TWO APPROACHES -->
<section id="interface" class="mt-5">
<div class="bg-hex-group-right">
<div class="bg-hex-group-middle img-fluid">
<div class="container">
<div class="row">
<div class="col-10 col-lg-8 offset-lg-0 text-end text-md-end mt-5 mb-5">
<h3 class="border-bottom scroll-animate">interface between two canonical approaches</h3>
</div>
</div>
<div class="row justify-content-evenly">
<!-- top-down -->
<div class="col-12 col-lg-5 hexagon-shape bg-img-td justify-content-center mb-5">
<div class="top-down-box mb-2">
<h4>
<img src="assets/img/icons/top-down_blue-big.svg" alt="Top-down Symbol">
Top-down
</h4>
<p class="mb-2">symbolic rules</p>
<p class="text-medium">explicit specification of target regularities</p>
</div>
<div class="d-flex justify-content-center text-center gap-4 mt-2">
<div>
<img src="assets/img/icons/plus_size_s_blue.svg" alt="Plus Icon" width="24" height="24">
<ul class="text-start mt-2">
<li>High precision</li>
<li>Low recall</li>
<li>Explainable</li>
</ul>
</div>
<div>
<img src="assets/img/icons/minus_size_s_blue.svg" alt="Minus Icon" width="24" height="24">
<ul class="text-start mt-2">
<li>Rigid</li>
<li>Requires few <br> examples</li>
</ul>
</div>
</div>
</div>
<!-- bottom-up -->
<div class="col-12 col-lg-5 hexagon-shape bg-img-bu justify-content-center mb-150">
<div class="top-down-box mb-3">
<h4>
<img src="assets/img/icons//bottom-up_blue-big.svg" alt="Bottom-up Symbol">
Bottom-up
</h4>
<p class="mb-2">deep learning, LLMs</p>
<p class="text-medium">implicitly captures regularities with numerous annotated examples</p>
</div>
<div class="d-flex justify-content-center text-center gap-4 mt-2">
<div>
<img src="assets/img/icons/plus_size_s_blue.svg" alt="Plus Icon" width="24" height="24">
<ul class="text-start mt-2">
<li>High recall</li>
<li>Enhanced handling <br>of context</li>
</ul>
</div>
<div>
<img src="assets/img/icons/minus_size_s_blue.svg" alt="Minus Icon" width="24" height="24">
<ul class="text-start mt-2">
<li>Black box</li>
<li>Costly training</li>
<li>Limited ability to <br>explore data</li>
</ul>
</div>
</div>
</div>
</div>
<!-- hyperquest hexagon -->
<div class="row justify-content-center moved-up mb-5">
<div class="col-6 col-lg-5 hexagon-shape-big bg-img-td align-items-center">
<img class="logo-small mt-5" src="assets/img/logos/logo_hyperquest_small_nav.svg" width="50" alt="">
<h4 class="mb-0">hyperquest</h4>
<p class="mb-3">best of both worlds</p>
<div class="hexagon-shape-hyperquest">
<div class="hex-box-left-top text-center">
<img src="assets/img/icons/bottom-up_blue.svg" alt="background image - hexagone bottom up">
<p class="text-medium mt-2">HyperQuest <br>reveals <span class="fw-bold">key patterns</span></p>
</div>
<div class="hex-box-middle-top text-center">
<img src="assets/img/icons/bottom-up_blue.svg" alt="icon - bottom up">
<p class="text-medium mt-2">Allows domain experts without AI <span class="fw-bold">expertise to select the most relevant cases</span></p>
</div>
<div class="hex-box-right-top text-center">
<img src="assets/img/icons/bottom-up_blue.svg" alt="icon bottom up">
<img src="assets/img/icons/top-down_blue.svg" alt="icon top down">
<p class="text-medium mt-1">Suggests/co-constructs targeted information <span class="fw-bold">extraction rules with few examples</span></p>
</div>
<div class="hex-box-right-bottom text-center">
<img src="assets/img/icons/bottom-up_blue.svg" alt="icon bottom up">
<p class="text-medium mt-2">Expands assisted extraction through <span class="fw-bold">neuro-symbolic patterns</span></p>
</div>
<div class="arrow-big-left-to-top text-left">
<p class="text-medium">successive refinement of sub-corpora and increasingly relevant patterns</p>
</div>
<div class="arrow-small-right-left"></div>
<div class="arrow-small-right-right"></div>
<div class="arrow-small-right-down"></div>
</div>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- PARTNERS -->
<section id="partners" class="mt-5">
<div class="container">
<div class="row mb-5">
<div class="col-10 col-md-12 col-lg-2 offset-lg-1 text-end text-md-end">
<h3 class="border-bottom scroll-animate">partners</h3>
</div>
</div>
<div class="row justify-content-center">
<div class="col-10 col-md-12">
<div class="d-flex justify-content-between align-items-center flex-wrap gap-3">
<img src="assets/img/logos/logo_cnrs.svg" alt="CNRS" class="CNRS-logo">
<img src="assets/img/logos/logo_cnrs_innovation.svg" alt="CNRS Innovation" class="CNRS innovation-logo">
<img src="assets/img/logos/logo_cams.svg" alt="CAMS" class="CANS-logo">
<img src="assets/img/logos/logo_socsemics.svg" alt="SOCSEMICS" class="Socsemics-logo">
<span class="d-flex flex-column align-items-center mt-5">
<img src="assets/img/logos/LOGO_ERC-FLAG_EU_small.png" alt="ERC-FLAG EU" class="ERC-FLAG_EU-logo"><br>
<p class="text-medium text-center pt-2">partly funded by ERC Proof-of-Concept <br> grant « HyperQuest » #101292712</p>
</span>
</div>
</div>
</div>
</div>
</section>
<!-- CTA -->
<section id="CTA">
<div class="container-fluid">
<div class="row justify-content-center text-center">
<div class="col-8 scroll-animate">
<h4 class="mt-4 mb-4">do you want to know more?</h4>
<p>If you have any questions about the project or would like to get in touch with us, we would be pleased to hear from you.</p>
<a href="mailto:cams@ehess.fr" class="btn-small text-big mt-5" role="button">
<span class="icon icon-contact" aria-hidden="true"></span>
write us
</a>
</div>
</div>
</div>
</section>
</main>
<footer class="mt-5">
<div class="container-fluid px-3 px-xxl-5">
<div class="row justify-content-between align-items-end">
<div class="col-12 col-md-3 col-lg-3 text-end mb-5">
<h3 class="border-bottom scroll-animate mb-5">hyperquest</h3>
<p>CAMS - UMR 8557 CNRS-EHESS</p>
<p>54 boulevard Raspail</p>
<p>75006 Paris</p>
<p>phone: (33-1) 49 54 20 42</p>
<p class="mb-4">(33-1) 49 54 25 53</p>
<a href="mailto:cams@ehess.fr">cams@ehess.fr</a>
<a href="https://cams.ehess.fr/">https://cams.ehess.fr/</a>
</div>
<div class="col-12 col-md-12 col-lg-4">
<div class="footer-right d-flex gap-4 justify-content-end text-end">
<a href="legalnotice.html">Credits & legal notice</a>
</div>
</div>
</div>
</div>
</footer>
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